Rationality for Adaptive Collective Decision Making Based on Emotion-Related Valuing and Contagion

This paper addresses a collective decision model based on interacting adaptive agents that learn from their experiences by a Hebbian learning mechanism. The decision making process makes use of emotion-related valuing of decision options on the one hand based on predictive loops through feeling states, and on the other hand based on contagion. The resulting collective decision making process is analysed from the perspective of learning speed and rationality. It is shown how the collectiveness amplifies both learning speed and rationality of the decisions.

[1]  J. Decety,et al.  The Oxford handbook of social neuroscience , 2011 .

[2]  Amy Coplan Simulating Minds: The Philosophy, Psychology, and Neuroscience of Mindreading by goldman, alvin , 2008 .

[3]  Tibor Bosse,et al.  An Adaptive Model for Dynamics of Desiring and Feeling Based on Hebbian Learning , 2010, Brain Informatics.

[4]  W. Newsome,et al.  Choosing the greater of two goods: neural currencies for valuation and decision making , 2005, Nature Reviews Neuroscience.

[5]  Peter Schlattmann,et al.  Theory and Algorithms , 2009 .

[6]  A. Damasio,et al.  Role of the Amygdala in Decision‐Making , 2003, Annals of the New York Academy of Sciences.

[7]  A. Fuchs,et al.  Prediction in the oculomotor system: smooth pursuit during transient disappearance of a visual target , 2004, Experimental Brain Research.

[8]  Jeffrey M. Bradshaw,et al.  Brain Informatics , 2011 .

[9]  Sean A. Spence,et al.  Descartes' Error: Emotion, Reason and the Human Brain , 1995 .

[10]  E. Murray The amygdala, reward and emotion , 2007, Trends in Cognitive Sciences.

[11]  Tibor Bosse,et al.  A Language and Environment for Analysis of Dynamics by Simulation , 2005, Int. J. Artif. Intell. Tools.

[12]  Colin Camerer,et al.  A framework for studying the neurobiology of value-based decision making , 2008, Nature Reviews Neuroscience.

[13]  Stefano Fusi,et al.  Emotion, cognition, and mental state representation in amygdala and prefrontal cortex. , 2010, Annual review of neuroscience.

[14]  Jan Treur,et al.  On Rationality of Decision Models Incorporating Emotion-Related Valuing and Hebbian Learning , 2011, ICONIP.

[15]  A. Damasio The Feeling of What Happens: Body and Emotion in the Making of Consciousness , 1999 .

[16]  Tibor Bosse,et al.  Formalisation of Damasio’s theory of emotion, feeling and core consciousness , 2008, Consciousness and Cognition.

[17]  Sara E. Morrison,et al.  Re-valuing the amygdala , 2010, Current Opinion in Neurobiology.

[18]  Wulfram Gerstner,et al.  Mathematical formulations of Hebbian learning , 2002, Biological Cybernetics.

[19]  G. Hesslow Conscious thought as simulation of behaviour and perception , 2002, Trends in Cognitive Sciences.

[20]  A. Damasio The feeling of what happens , 2001 .

[21]  M. Iacoboni Mirroring People: The New Science of How We Connect with Others , 2008 .

[22]  P. Haggard,et al.  Awareness of action: Inference and prediction , 2008, Consciousness and Cognition.

[23]  P. Montague,et al.  Neural Economics and the Biological Substrates of Valuation , 2002, Neuron.

[24]  G. Rizzolatti,et al.  Mirrors in the Brain: How Our Minds Share Actions and Emotions , 2007 .

[25]  Mark Hoogendoorn,et al.  Modelling the Interplay of Emotions, Beliefs and Intentions within Collective Decision Making Based on Insights from Social Neuroscience , 2010, ICONIP.